Years of
Experience
Hi, I'm Mehrdad Shoeibi.
Generative AI Researcher in Healthcare
I am a researcher with a strong background in industrial engineering, machine learning, and generative AI. Currently pursuing a PhD at UCF with a doctoral scholarship, I focus on applying large language models to detect cancerous tumors in brain CT scans. I have published peer-reviewed research and led impactful projects, including AI tools for career guidance and chronic wound image annotation. Passionate about innovation, I strive to bridge theory and practice to advance AI-driven solutions in healthcare and beyond.
Research Interests
My Selected Works
view all Projects
Construction Management
Led planning, cost estimation, and coordination using BIM methodologies in large-scale construction projects.
- Led BIM-based project planning
- Monitored cost & time performance
- Coordinated cross-functional teams
construction management
Supported scheduling, reporting, and value engineering in infrastructure projects across various phases.
- Maintained project schedules
- Value engineering reviews
- Coordinated field activities
Healthcare Infrastructure
As a Project Control Specialist, I contributed to the development of Atiehgharb Hospital, the largest private medical center in Iran, built on 8,122 m² of land with 25 specialized clinics and nine floors of parking.
- Created and maintained construction schedules and progress reports
- Delivered daily, weekly, and monthly updates to the client
Residential Development
As Project Control Manager, I led an 8-member team in overseeing the planning and coordination of Ronika Palace, a large-scale residential development featuring eight multi-story towers with a total of 2,000 units in Kohak. The project was characterized by its modern high-rise design and advanced architectural and engineering systems.
- Cost estimation for all project phases
- Developed design & construction schedules
- Progress tracking and milestone delivery
- Architectural, structural & MEP coordination
- Process improvement initiatives
AI for Healthcare
As a Research Assistant at WPI, I am part of the SmartWAnDS Project, an AI-driven research initiative focused on wound assessment and decision support, with emphasis on generative AI.
- Applied deep learning in wound image analysis
- Built annotation tools for clinical datasets
- Published and presented medical AI research
- Systematic Review of Clinical Decision Support for Wound Infection Detection by Machine Learning
Articles
Moving toward resiliency in health supply chain
International Journal of Industrial Engineering and Operational Research, 2023
Energy-Efficient and Secure Double RIS-Aided Wireless Sensor Networks: A QoS-Aware Fuzzy Deep Reinforcement Learning Approach
Journal of Sensor and Actuator Networks,2025
5DGWO-GAN: A Novel Five-Dimensional Gray Wolf Optimizer for Generative Adversarial Network-Enabled Intrusion Detection in IoT Systems.
Computers, Materials & Continua,2025
Improved IChOA-Based Reinforcement Learning for Secrecy Rate Optimization in Smart Grid Communications.
Computers, Materials & Continua,2024
Enhancing Hyper-Spectral Image Classification with Reinforcement Learning and Advanced Multi-Objective Binary Grey Wolf Optimization.
Computers, Materials & Continua,2024
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Published
Papers
Papers
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Technical
Skills
Skills
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Google Scholar
Citations
Citations
Teaching Experience
Research Assistant for the SmartWAnDS Project
Worcester Polytechnic Institute (WPI)Conducting systematic reviews on generative AI applications in healthcare and developing tools for chronic wound image annotation and classification.
Aug 2023 – MAY 2025
Teaching Assistant for Game Theory
Institute for Management and Planning Studies (IMPS)Assisted in course preparation, student guidance, and evaluation in Game Theory, enhancing students' understanding of strategic decision-making processes.
Feb 2021 – Jun 2021
Teaching Assistant for Energy Pricing
Institute for Management and Planning Studies (IMPS)Supported teaching activities, prepared educational materials, and facilitated students' comprehension of complex concepts in energy market pricing strategies.
Feb 2019 – Jun 2019
Industry Experience
Project Control Manager
Aalam Architectural & Structural ConsultantsManaged BIM implementation, interdisciplinary coordination, cost estimation, and optimized scheduling for major architectural projects.
Dec 2019 - Apr 2023
Project Control Specialist
Payasazeh PasargadConducted construction coordination, scheduling, progress reporting, and value engineering for Atieh Gharb Hospital.
Jun 2018 - Dec 2019
Project Control Engineer
Aalam Architectural & Structural ConsultantsProvided project scheduling, resource and cost optimization, and reporting for major infrastructure projects.
Jan 2013 - Jul 2015
Education
University of Central Florida (UCF)
Ph.D. in Industrial Engineering
2025 - Present
Worcester Polytechnic Institute (WPI)
master of science in Information Technology (IT)
2023 - 2025
Institute for Management and Planning Studies (IMPS)
Industrial Engineering (M.Sc.)
2018 - 2021
Islamic Azad University (IAU)
Industrial Engineering (B.Sc.)
2010 - 2014
Awards & Honors
Ph.D. Full Scholarship
University of Central FloridaReceived a full scholarship for Ph.D. in Industrial Engineering focusing on the application of large language models for the detection of cancerous tumors in brain CT scans.
2025
Master's Full Scholarship
Worcester Polytechnic Institute (WPI)Received a full scholarship for Master of Science Information Technology (IT).
2023
Master's Full Scholarship
Institute for Management and Planning Studies (IMPS)Received full scholarship for Master’s degree study in Industrial Engineering at IMPS.
2019
Top 1% Rank in Nationwide Master's Entrance Exam
Iranian University Entrance Exam for Master’s programRanked within the top 1% among more than 20,000 participants in the Iranian Master's Entrance Exam.
2018
My Skills
Technical Expertise
80%
Python
98%
ProjectManagement
92%
Machine Learning
98%
BIM & Navisworks
90%
Primavera P6
80%
Docker & Azure
80%
Matlab
90%
NumPy
85%
GitLab
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